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Update app.py
Browse files
app.py
CHANGED
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@@ -1,4 +1,4 @@
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# app.py -- Backend
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# Universal Document Enhancer - Works for ANY document type
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import os
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import io
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@@ -10,16 +10,16 @@ import base64
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from fastapi import FastAPI, File, UploadFile, Form
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from fastapi.middleware.cors import CORSMiddleware
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from fastapi.responses import JSONResponse, StreamingResponse
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from typing import Optional
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import fitz # pymupdf
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from docx import Document
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from docx.shared import Pt, Inches, RGBColor
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from docx.enum.text import WD_ALIGN_PARAGRAPH
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from docx.oxml.
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from PIL import Image
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import requests
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app = FastAPI(title="Document Enhancer
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app.add_middleware(
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CORSMiddleware,
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@@ -62,30 +62,20 @@ def sanitize_filename(filename: str) -> str:
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if not filename:
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return "document.docx"
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# Remove file extension first
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name_without_ext = filename.rsplit('.', 1)[0] if '.' in filename else filename
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# Convert to ASCII, removing/replacing non-ASCII characters
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# This will convert – to -, é to e, etc.
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try:
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ascii_name = name_without_ext.encode('ascii', 'ignore').decode('ascii')
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except:
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ascii_name = "document"
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# If nothing left after ASCII conversion, use default
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if not ascii_name or not ascii_name.strip():
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ascii_name = "document"
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# Remove any remaining problematic characters (keep only alphanumeric, spaces, hyphens, underscores)
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safe_name = re.sub(r'[^\w\s\-]', '', ascii_name)
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-
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# Replace multiple spaces/hyphens with single underscore
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safe_name = re.sub(r'[\s\-]+', '_', safe_name)
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# Trim and ensure not empty
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safe_name = safe_name.strip('_') or "document"
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# Add .docx extension
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return f"{safe_name}.docx"
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@@ -97,35 +87,27 @@ def repair_truncated_json(json_str: str) -> str:
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Attempt to repair truncated JSON by closing open structures.
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"""
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try:
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# Count open/close brackets
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open_braces = json_str.count('{')
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close_braces = json_str.count('}')
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open_brackets = json_str.count('[')
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close_brackets = json_str.count(']')
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# If JSON is truncated mid-string, remove the incomplete part
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if json_str.rstrip().endswith('"'):
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# Find the last complete object
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last_complete = json_str.rfind('"}')
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if last_complete != -1:
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json_str = json_str[:last_complete + 2]
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else:
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# Remove trailing incomplete text
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last_quote = json_str.rfind('"')
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if last_quote != -1:
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# Check if this quote is part of an incomplete string
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after_quote = json_str[last_quote + 1:].strip()
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if after_quote and after_quote[0] not in [',', '}', ']']:
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# Incomplete string, remove it
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prev_comma = json_str.rfind(',', 0, last_quote)
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if prev_comma != -1:
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json_str = json_str[:prev_comma]
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# Close any open arrays
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for _ in range(open_brackets - close_brackets):
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json_str += ']'
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# Close any open objects
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for _ in range(open_braces - close_braces):
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json_str += '}'
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@@ -139,30 +121,23 @@ def repair_truncated_json(json_str: str) -> str:
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# -------------------------
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def clean_gemini_json(raw_text: str) -> str:
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"""
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Removes markdown code fences and wrappers from Gemini output
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valid JSON text for json.loads().
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"""
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if not raw_text:
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return raw_text
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cleaned = raw_text.strip()
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# Remove triple-backticks blocks like ```json ... ```
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if cleaned.startswith("```"):
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# remove first fence and any language marker
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first_line_end = cleaned.find("\n")
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if first_line_end != -1:
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cleaned = cleaned[first_line_end + 1 :]
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# strip trailing ```
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if cleaned.endswith("```"):
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cleaned = cleaned[: -3]
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# Remove single-line wrappers like: json: { ... }
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# Remove leading words until first brace
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first_brace = cleaned.find("{")
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if first_brace > 0:
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cleaned = cleaned[first_brace :]
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# Trim again
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return cleaned.strip()
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@@ -181,57 +156,122 @@ def detect_file_type(filename: str) -> str:
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# -------------------------
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# Extract text (
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# -------------------------
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def extract_text_and_layout(file_bytes: bytes, kind: str):
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"""
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Returns (text,
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"""
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try:
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if kind == "pdf":
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doc = fitz.open(stream=file_bytes, filetype="pdf")
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texts = []
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-
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texts.append(page.get_text())
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-
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elif kind == "docx":
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from docx import Document as DocReader
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doc = DocReader(io.BytesIO(file_bytes))
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-
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elif kind == "txt":
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return file_bytes.decode("utf-8", errors="ignore"),
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else:
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return "",
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except Exception as e:
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raise RuntimeError(f"Text extraction failed: {e}")
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# -------------------------
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# Gemini formatting -> JSON layout (
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# -------------------------
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def enhance_text_with_gemini(text: str, doc_type: str = "auto", user_prompt: str = ""
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"""
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Tries multiple API keys if one fails (rate limit, quota exceeded, etc.).
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For very long documents, uses a summarization strategy.
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Returns the raw string response (may include fences), caller should clean it.
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doc_type: "auto", "resume", "letter", "report", "article", "essay", etc.
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user_prompt: Custom instructions from user
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"""
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if not GEMINI_API_KEYS:
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return json.dumps({"error": "No GEMINI_API_KEY configured"})
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# For very long documents, use a more concise output strategy
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is_long_doc = len(text) > 10000
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# Build user instructions
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user_instructions = ""
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if user_prompt.strip():
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user_instructions = f"""
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IMPORTANT: Follow the user's instructions while maintaining the JSON format and document structure.
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"""
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#
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prompt = f"""You are a professional document formatter and editor. Analyze the INPUT TEXT and enhance it.
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INPUT TEXT:
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{text}
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DOCUMENT TYPE: {doc_type}
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{user_instructions}
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TASK:
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1) Analyze the document type (resume, cover letter, report, article, essay, notes, etc.)
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2) {"Apply the user's specific instructions" if user_prompt.strip() else "Improve grammar, clarity, and professional tone while preserving all original information"}
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3) Organize content with appropriate structure (headings, paragraphs, lists)
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4)
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JSON SCHEMA:
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{{
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"document": [
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{{ "type": "heading", "level": 1, "text": "Main Title" }},
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{{ "type": "heading", "level": 2, "text": "Section Title" }},
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{{ "type": "paragraph", "text": "Regular
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{{ "type": "bullet_list", "items": ["Item 1", "Item 2"] }},
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{{ "type": "number_list", "items": ["Step 1", "Step 2"] }}
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]
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}}
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FORMATTING RULES:
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- Use level 1 heading for document title only
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- Use level 2 headings for major sections
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- {"Keep paragraphs BRIEF - combine similar content" if is_long_doc else "Keep paragraphs concise and well-structured"}
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- Use bullet_list for unordered items, number_list for sequences
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- {"IMPORTANT: For long documents, be concise - summarize repetitive sections" if is_long_doc else "Preserve ALL original content - do not omit information"}
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-
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DOCUMENT-SPECIFIC GUIDELINES:
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- **Resume/CV**: Name (h1), Contact (center paragraph), Summary, Skills, Experience, Education, Certifications
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- **Cover Letter**: Your Info, Date, Recipient Info, Salutation, Body, Closing
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- **Report/Article**: Title (h1), Abstract, Introduction, Body Sections (h2), Conclusion
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- **Essay**: Title (h1, center), Author, Body paragraphs
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- **Notes/General**: Logical headings and
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IMPORTANT:
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- Return COMPLETE, VALID JSON only
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- Ensure all strings are properly closed with quotes
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- Ensure all brackets and braces are balanced
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- No trailing commas
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- No markdown fences
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}
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}
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# Try each API key in sequence
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last_error = None
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for idx, api_key in enumerate(GEMINI_API_KEYS):
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try:
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timeout=240
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)
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# Check for rate limit or quota errors
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if res.status_code == 429:
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print(f"API key #{idx + 1} rate limited, trying next...")
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last_error = "Rate limit exceeded"
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res.raise_for_status()
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resp_json = res.json()
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# Extract content
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content = resp_json["candidates"][0]["content"]["parts"][0]["text"]
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# Check if response looks truncated
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if not content.rstrip().endswith("}") and not content.rstrip().endswith("]"):
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content = repair_truncated_json(content)
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last_error = str(e)
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continue
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# All API keys failed
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return json.dumps({
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"error": f"All {len(GEMINI_API_KEYS)} API keys failed. Last error: {last_error}"
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})
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# -------------------------
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# Advanced DOCX builder
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# -------------------------
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def build_docx_from_design(layout_json_text: str) -> bytes:
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"""
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Raises ValueError on invalid JSON.
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"""
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cleaned = clean_gemini_json(layout_json_text)
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# Try to repair if truncated
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if not cleaned.rstrip().endswith('}'):
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cleaned = repair_truncated_json(cleaned)
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try:
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data = json.loads(cleaned)
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except json.JSONDecodeError as e:
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# If still fails, try to salvage what we can
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try:
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# Find the last valid complete object
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last_valid = cleaned.rfind('}')
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if last_valid != -1:
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# Try to close the document array
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test_json = cleaned[:last_valid + 1] + ']}'
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data = json.loads(test_json)
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else:
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sec.left_margin = Inches(0.7)
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sec.right_margin = Inches(0.7)
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# Default font
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try:
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style = doc.styles["Normal"]
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style.font.name = "Calibri"
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p.alignment = WD_ALIGN_PARAGRAPH.LEFT
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return p
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for block in data.get("document", []):
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btype = block.get("type", "").lower()
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rows = block.get("rows", []) or []
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if not rows:
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continue
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-
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table = doc.add_table(rows=len(rows), cols=cols)
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table.style = "Table Grid"
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for r_idx, row in enumerate(rows):
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for c_idx, cell in enumerate(row):
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if isinstance(cell, dict):
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text = str(cell.get("text", ""))
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is_header = cell.get("is_header", False)
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else:
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text = str(cell)
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-
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cell_obj = table.rows[r_idx].cells[c_idx]
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cell_obj.text = text
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-
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for p in cell_obj.paragraphs:
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for run in p.runs:
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run.bold = True
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elif btype == "page_break":
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doc.add_page_break()
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# -------------------------
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@app.post("/extract")
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async def route_extract(file: UploadFile = File(...)):
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"""Extract plain text from uploaded document."""
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try:
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fb = await file.read()
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kind = detect_file_type(file.filename)
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text,
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return {
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except Exception as e:
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traceback.print_exc()
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return JSONResponse({"error": str(e)}, status_code=500)
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prompt: str = ""
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):
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"""
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-
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Extracts text, enhances with AI, returns formatted DOCX.
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-
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Query/Form params:
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- doc_type: "auto", "resume", "letter", "report", "article", "essay"
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- prompt: User instructions for enhancement (optional)
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"""
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try:
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fb = await file.read()
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kind = detect_file_type(file.filename)
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text,
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if not text.strip():
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return JSONResponse({"error": "No text extracted from document"}, status_code=400)
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| 551 |
-
#
|
| 552 |
-
raw = enhance_text_with_gemini(text, doc_type, prompt)
|
| 553 |
cleaned = clean_gemini_json(raw)
|
| 554 |
|
| 555 |
-
# Check if Gemini returned an error
|
| 556 |
try:
|
| 557 |
test_parse = json.loads(cleaned)
|
| 558 |
if "error" in test_parse:
|
|
@@ -560,10 +666,9 @@ async def route_enhance(
|
|
| 560 |
except:
|
| 561 |
pass
|
| 562 |
|
| 563 |
-
#
|
| 564 |
-
docx_bytes = build_docx_from_design(cleaned)
|
| 565 |
|
| 566 |
-
# Sanitize filename for HTTP header
|
| 567 |
safe_filename = sanitize_filename(f"Enhanced_{file.filename or 'document.docx'}")
|
| 568 |
|
| 569 |
return StreamingResponse(
|
|
@@ -588,22 +693,26 @@ async def route_preview(
|
|
| 588 |
prompt: str = ""
|
| 589 |
):
|
| 590 |
"""
|
| 591 |
-
Preview
|
| 592 |
-
Useful for debugging and seeing the structure.
|
| 593 |
"""
|
| 594 |
try:
|
| 595 |
fb = await file.read()
|
| 596 |
kind = detect_file_type(file.filename)
|
| 597 |
-
text,
|
| 598 |
|
| 599 |
if not text.strip():
|
| 600 |
return JSONResponse({"error": "No text extracted"}, status_code=400)
|
| 601 |
|
| 602 |
-
raw = enhance_text_with_gemini(text, doc_type, prompt)
|
| 603 |
cleaned = clean_gemini_json(raw)
|
| 604 |
|
| 605 |
-
|
| 606 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 607 |
except Exception as e:
|
| 608 |
traceback.print_exc()
|
| 609 |
return JSONResponse({"error": str(e)}, status_code=500)
|
|
@@ -615,20 +724,18 @@ async def route_design(
|
|
| 615 |
doc_type: str = "auto",
|
| 616 |
prompt: str = ""
|
| 617 |
):
|
| 618 |
-
"""
|
| 619 |
-
Legacy endpoint - same as /enhance with auto detection.
|
| 620 |
-
"""
|
| 621 |
try:
|
| 622 |
fb = await file.read()
|
| 623 |
kind = detect_file_type(file.filename)
|
| 624 |
-
text,
|
| 625 |
|
| 626 |
if not text.strip():
|
| 627 |
return JSONResponse({"error": "No text extracted"}, status_code=400)
|
| 628 |
|
| 629 |
-
raw = enhance_text_with_gemini(text, doc_type, prompt)
|
| 630 |
cleaned = clean_gemini_json(raw)
|
| 631 |
-
docx_bytes = build_docx_from_design(cleaned)
|
| 632 |
|
| 633 |
safe_filename = sanitize_filename(f"Professional_{file.filename or 'document.docx'}")
|
| 634 |
|
|
@@ -652,21 +759,18 @@ async def route_full(
|
|
| 652 |
doc_type: str = "auto",
|
| 653 |
prompt: str = ""
|
| 654 |
):
|
| 655 |
-
"""
|
| 656 |
-
Full pipeline: extract -> Gemini JSON -> DOCX.
|
| 657 |
-
Universal document enhancer.
|
| 658 |
-
"""
|
| 659 |
try:
|
| 660 |
fb = await file.read()
|
| 661 |
kind = detect_file_type(file.filename)
|
| 662 |
-
text,
|
| 663 |
|
| 664 |
if not text.strip():
|
| 665 |
return JSONResponse({"error": "No text extracted"}, status_code=400)
|
| 666 |
|
| 667 |
-
raw = enhance_text_with_gemini(text, doc_type, prompt)
|
| 668 |
cleaned = clean_gemini_json(raw)
|
| 669 |
-
docx_bytes = build_docx_from_design(cleaned)
|
| 670 |
|
| 671 |
safe_filename = sanitize_filename(f"Enhanced_{file.filename or 'document.docx'}")
|
| 672 |
|
|
@@ -687,8 +791,8 @@ async def route_full(
|
|
| 687 |
@app.post("/add-signature")
|
| 688 |
async def route_add_signature(
|
| 689 |
file: UploadFile = File(...),
|
| 690 |
-
signature: str = Form(...),
|
| 691 |
-
position: str = Form("bottom-right"),
|
| 692 |
signer_name: Optional[str] = Form(None)
|
| 693 |
):
|
| 694 |
"""
|
|
@@ -721,11 +825,7 @@ async def route_add_signature(
|
|
| 721 |
except Exception as e:
|
| 722 |
return JSONResponse({"error": f"Invalid signature image: {str(e)}"}, status_code=400)
|
| 723 |
|
| 724 |
-
# Get the last section (last page)
|
| 725 |
-
last_section = doc.sections[-1]
|
| 726 |
-
|
| 727 |
# Add signature at the end of document
|
| 728 |
-
# Add some spacing before signature
|
| 729 |
doc.add_paragraph()
|
| 730 |
|
| 731 |
# Create signature paragraph
|
|
@@ -777,21 +877,38 @@ async def route_add_signature(
|
|
| 777 |
@app.get("/")
|
| 778 |
def root():
|
| 779 |
return {
|
| 780 |
-
"service": "Universal Document Enhancer
|
| 781 |
"status": "ok",
|
| 782 |
-
"description": "AI-powered document formatter
|
| 783 |
"supported_types": ["Resume/CV", "Cover Letter", "Report", "Article", "Essay", "Notes", "Any text document"],
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 784 |
"endpoints": {
|
| 785 |
-
"/extract": "Extract
|
| 786 |
-
"/enhance": "Full pipeline: extract + AI enhancement + DOCX (RECOMMENDED)",
|
| 787 |
"/add-signature": "Add signature to existing DOCX file",
|
| 788 |
-
"/preview": "Preview JSON layout
|
| 789 |
"/design": "Same as /enhance (legacy)",
|
| 790 |
"/full": "Same as /enhance (legacy)"
|
| 791 |
},
|
| 792 |
"usage": {
|
| 793 |
"basic": "POST /enhance with file upload",
|
| 794 |
-
"with_prompt": "POST /enhance?prompt=your_instructions&doc_type=auto"
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 795 |
}
|
| 796 |
}
|
| 797 |
|
|
@@ -801,6 +918,17 @@ def health():
|
|
| 801 |
return {
|
| 802 |
"status": "healthy",
|
| 803 |
"api_keys_configured": len(GEMINI_API_KEYS),
|
| 804 |
-
"
|
| 805 |
-
"
|
| 806 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# app.py -- Backend v6 (Enhanced: Tables, Images, Emojis, Icons)
|
| 2 |
# Universal Document Enhancer - Works for ANY document type
|
| 3 |
import os
|
| 4 |
import io
|
|
|
|
| 10 |
from fastapi import FastAPI, File, UploadFile, Form
|
| 11 |
from fastapi.middleware.cors import CORSMiddleware
|
| 12 |
from fastapi.responses import JSONResponse, StreamingResponse
|
| 13 |
+
from typing import Optional, List, Dict, Any
|
| 14 |
import fitz # pymupdf
|
| 15 |
from docx import Document
|
| 16 |
from docx.shared import Pt, Inches, RGBColor
|
| 17 |
from docx.enum.text import WD_ALIGN_PARAGRAPH
|
| 18 |
+
from docx.oxml.shared import OxmlElement, qn
|
| 19 |
from PIL import Image
|
| 20 |
import requests
|
| 21 |
|
| 22 |
+
app = FastAPI(title="Document Enhancer v6")
|
| 23 |
|
| 24 |
app.add_middleware(
|
| 25 |
CORSMiddleware,
|
|
|
|
| 62 |
if not filename:
|
| 63 |
return "document.docx"
|
| 64 |
|
|
|
|
| 65 |
name_without_ext = filename.rsplit('.', 1)[0] if '.' in filename else filename
|
| 66 |
|
|
|
|
|
|
|
| 67 |
try:
|
| 68 |
ascii_name = name_without_ext.encode('ascii', 'ignore').decode('ascii')
|
| 69 |
except:
|
| 70 |
ascii_name = "document"
|
| 71 |
|
|
|
|
| 72 |
if not ascii_name or not ascii_name.strip():
|
| 73 |
ascii_name = "document"
|
| 74 |
|
|
|
|
| 75 |
safe_name = re.sub(r'[^\w\s\-]', '', ascii_name)
|
|
|
|
|
|
|
| 76 |
safe_name = re.sub(r'[\s\-]+', '_', safe_name)
|
|
|
|
|
|
|
| 77 |
safe_name = safe_name.strip('_') or "document"
|
| 78 |
|
|
|
|
| 79 |
return f"{safe_name}.docx"
|
| 80 |
|
| 81 |
|
|
|
|
| 87 |
Attempt to repair truncated JSON by closing open structures.
|
| 88 |
"""
|
| 89 |
try:
|
|
|
|
| 90 |
open_braces = json_str.count('{')
|
| 91 |
close_braces = json_str.count('}')
|
| 92 |
open_brackets = json_str.count('[')
|
| 93 |
close_brackets = json_str.count(']')
|
| 94 |
|
|
|
|
| 95 |
if json_str.rstrip().endswith('"'):
|
|
|
|
| 96 |
last_complete = json_str.rfind('"}')
|
| 97 |
if last_complete != -1:
|
| 98 |
json_str = json_str[:last_complete + 2]
|
| 99 |
else:
|
|
|
|
| 100 |
last_quote = json_str.rfind('"')
|
| 101 |
if last_quote != -1:
|
|
|
|
| 102 |
after_quote = json_str[last_quote + 1:].strip()
|
| 103 |
if after_quote and after_quote[0] not in [',', '}', ']']:
|
|
|
|
| 104 |
prev_comma = json_str.rfind(',', 0, last_quote)
|
| 105 |
if prev_comma != -1:
|
| 106 |
json_str = json_str[:prev_comma]
|
| 107 |
|
|
|
|
| 108 |
for _ in range(open_brackets - close_brackets):
|
| 109 |
json_str += ']'
|
| 110 |
|
|
|
|
| 111 |
for _ in range(open_braces - close_braces):
|
| 112 |
json_str += '}'
|
| 113 |
|
|
|
|
| 121 |
# -------------------------
|
| 122 |
def clean_gemini_json(raw_text: str) -> str:
|
| 123 |
"""
|
| 124 |
+
Removes markdown code fences and wrappers from Gemini output.
|
|
|
|
| 125 |
"""
|
| 126 |
if not raw_text:
|
| 127 |
return raw_text
|
| 128 |
cleaned = raw_text.strip()
|
| 129 |
|
|
|
|
| 130 |
if cleaned.startswith("```"):
|
|
|
|
| 131 |
first_line_end = cleaned.find("\n")
|
| 132 |
if first_line_end != -1:
|
| 133 |
cleaned = cleaned[first_line_end + 1 :]
|
|
|
|
| 134 |
if cleaned.endswith("```"):
|
| 135 |
cleaned = cleaned[: -3]
|
| 136 |
|
|
|
|
|
|
|
| 137 |
first_brace = cleaned.find("{")
|
| 138 |
if first_brace > 0:
|
| 139 |
cleaned = cleaned[first_brace :]
|
| 140 |
|
|
|
|
| 141 |
return cleaned.strip()
|
| 142 |
|
| 143 |
|
|
|
|
| 156 |
|
| 157 |
|
| 158 |
# -------------------------
|
| 159 |
+
# Extract text, tables, and images (ENHANCED)
|
| 160 |
# -------------------------
|
| 161 |
def extract_text_and_layout(file_bytes: bytes, kind: str):
|
| 162 |
"""
|
| 163 |
+
Returns (text, extracted_data) where extracted_data contains:
|
| 164 |
+
- tables: list of table data
|
| 165 |
+
- images: list of base64 encoded images with positions
|
| 166 |
"""
|
| 167 |
+
extracted_data = {"tables": [], "images": []}
|
| 168 |
+
|
| 169 |
try:
|
| 170 |
if kind == "pdf":
|
| 171 |
doc = fitz.open(stream=file_bytes, filetype="pdf")
|
| 172 |
texts = []
|
| 173 |
+
|
| 174 |
+
for page_num, page in enumerate(doc):
|
| 175 |
+
# Extract text
|
| 176 |
texts.append(page.get_text())
|
| 177 |
+
|
| 178 |
+
# Extract tables
|
| 179 |
+
tables = page.find_tables()
|
| 180 |
+
for table_idx, table in enumerate(tables):
|
| 181 |
+
try:
|
| 182 |
+
table_data = table.extract()
|
| 183 |
+
if table_data:
|
| 184 |
+
extracted_data["tables"].append({
|
| 185 |
+
"page": page_num + 1,
|
| 186 |
+
"data": table_data,
|
| 187 |
+
"position": f"page_{page_num + 1}_table_{table_idx + 1}"
|
| 188 |
+
})
|
| 189 |
+
except:
|
| 190 |
+
pass
|
| 191 |
+
|
| 192 |
+
# Extract images
|
| 193 |
+
image_list = page.get_images()
|
| 194 |
+
for img_idx, img in enumerate(image_list):
|
| 195 |
+
try:
|
| 196 |
+
xref = img[0]
|
| 197 |
+
base_image = doc.extract_image(xref)
|
| 198 |
+
image_bytes = base_image["image"]
|
| 199 |
+
image_base64 = base64.b64encode(image_bytes).decode()
|
| 200 |
+
|
| 201 |
+
extracted_data["images"].append({
|
| 202 |
+
"page": page_num + 1,
|
| 203 |
+
"data": image_base64,
|
| 204 |
+
"ext": base_image["ext"],
|
| 205 |
+
"position": f"page_{page_num + 1}_img_{img_idx + 1}"
|
| 206 |
+
})
|
| 207 |
+
except:
|
| 208 |
+
pass
|
| 209 |
+
|
| 210 |
+
return "\n\n".join(texts), extracted_data
|
| 211 |
|
| 212 |
elif kind == "docx":
|
| 213 |
from docx import Document as DocReader
|
| 214 |
|
| 215 |
doc = DocReader(io.BytesIO(file_bytes))
|
| 216 |
+
texts = []
|
| 217 |
+
|
| 218 |
+
# Extract paragraphs
|
| 219 |
+
for para in doc.paragraphs:
|
| 220 |
+
if para.text.strip():
|
| 221 |
+
texts.append(para.text)
|
| 222 |
+
|
| 223 |
+
# Extract tables
|
| 224 |
+
for table_idx, table in enumerate(doc.tables):
|
| 225 |
+
table_data = []
|
| 226 |
+
for row in table.rows:
|
| 227 |
+
row_data = [cell.text for cell in row.cells]
|
| 228 |
+
table_data.append(row_data)
|
| 229 |
+
|
| 230 |
+
if table_data:
|
| 231 |
+
extracted_data["tables"].append({
|
| 232 |
+
"data": table_data,
|
| 233 |
+
"position": f"table_{table_idx + 1}"
|
| 234 |
+
})
|
| 235 |
+
|
| 236 |
+
# Extract images (inline shapes)
|
| 237 |
+
for rel in doc.part.rels.values():
|
| 238 |
+
if "image" in rel.target_ref:
|
| 239 |
+
try:
|
| 240 |
+
image_bytes = rel.target_part.blob
|
| 241 |
+
image_base64 = base64.b64encode(image_bytes).decode()
|
| 242 |
+
extracted_data["images"].append({
|
| 243 |
+
"data": image_base64,
|
| 244 |
+
"position": f"image_{len(extracted_data['images']) + 1}"
|
| 245 |
+
})
|
| 246 |
+
except:
|
| 247 |
+
pass
|
| 248 |
+
|
| 249 |
+
return "\n\n".join(texts), extracted_data
|
| 250 |
|
| 251 |
elif kind == "txt":
|
| 252 |
+
return file_bytes.decode("utf-8", errors="ignore"), extracted_data
|
| 253 |
|
| 254 |
else:
|
| 255 |
+
return "", extracted_data
|
| 256 |
|
| 257 |
except Exception as e:
|
| 258 |
raise RuntimeError(f"Text extraction failed: {e}")
|
| 259 |
|
| 260 |
|
| 261 |
# -------------------------
|
| 262 |
+
# Gemini formatting -> JSON layout (ENHANCED with tables & images)
|
| 263 |
# -------------------------
|
| 264 |
+
def enhance_text_with_gemini(text: str, doc_type: str = "auto", user_prompt: str = "",
|
| 265 |
+
extracted_data: Dict = None) -> str:
|
| 266 |
"""
|
| 267 |
+
Enhanced: Now includes table and image information in the prompt.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 268 |
"""
|
| 269 |
if not GEMINI_API_KEYS:
|
| 270 |
return json.dumps({"error": "No GEMINI_API_KEY configured"})
|
| 271 |
|
|
|
|
| 272 |
is_long_doc = len(text) > 10000
|
| 273 |
|
| 274 |
+
# Build user instructions
|
| 275 |
user_instructions = ""
|
| 276 |
if user_prompt.strip():
|
| 277 |
user_instructions = f"""
|
|
|
|
| 281 |
IMPORTANT: Follow the user's instructions while maintaining the JSON format and document structure.
|
| 282 |
"""
|
| 283 |
|
| 284 |
+
# Add information about extracted tables and images
|
| 285 |
+
extracted_info = ""
|
| 286 |
+
if extracted_data:
|
| 287 |
+
if extracted_data.get("tables"):
|
| 288 |
+
extracted_info += f"\n\nDOCUMENT CONTAINS {len(extracted_data['tables'])} TABLES. Preserve and format them appropriately."
|
| 289 |
+
if extracted_data.get("images"):
|
| 290 |
+
extracted_info += f"\nDOCUMENT CONTAINS {len(extracted_data['images'])} IMAGES. Note their positions for reference."
|
| 291 |
+
|
| 292 |
prompt = f"""You are a professional document formatter and editor. Analyze the INPUT TEXT and enhance it.
|
| 293 |
|
| 294 |
INPUT TEXT:
|
| 295 |
{text}
|
| 296 |
+
{extracted_info}
|
| 297 |
|
| 298 |
DOCUMENT TYPE: {doc_type}
|
| 299 |
{user_instructions}
|
| 300 |
+
|
| 301 |
TASK:
|
| 302 |
1) Analyze the document type (resume, cover letter, report, article, essay, notes, etc.)
|
| 303 |
2) {"Apply the user's specific instructions" if user_prompt.strip() else "Improve grammar, clarity, and professional tone while preserving all original information"}
|
| 304 |
+
3) Organize content with appropriate structure (headings, paragraphs, lists, tables)
|
| 305 |
+
4) Preserve emojis, special characters, and Unicode symbols
|
| 306 |
+
5) Output ONLY valid JSON following the schema below - NO markdown, NO commentary
|
| 307 |
|
| 308 |
JSON SCHEMA:
|
| 309 |
{{
|
| 310 |
"document": [
|
| 311 |
+
{{ "type": "heading", "level": 1, "text": "Main Title ✨" }},
|
| 312 |
{{ "type": "heading", "level": 2, "text": "Section Title" }},
|
| 313 |
+
{{ "type": "paragraph", "text": "Regular text with emojis 😊", "align": "left" }},
|
| 314 |
+
{{ "type": "bullet_list", "items": ["Item 1 ✓", "Item 2 ★"] }},
|
| 315 |
+
{{ "type": "number_list", "items": ["Step 1", "Step 2"] }},
|
| 316 |
+
{{ "type": "table", "rows": [["Header1", "Header2"], ["Value1", "Value2"]], "has_header": true }},
|
| 317 |
+
{{ "type": "image_placeholder", "position": "center", "caption": "Figure 1: Description" }}
|
| 318 |
]
|
| 319 |
}}
|
| 320 |
|
| 321 |
FORMATTING RULES:
|
| 322 |
- Use level 1 heading for document title only
|
| 323 |
- Use level 2 headings for major sections
|
| 324 |
+
- PRESERVE all emojis, Unicode symbols (★, ✓, →, •, etc.), and special characters
|
| 325 |
- {"Keep paragraphs BRIEF - combine similar content" if is_long_doc else "Keep paragraphs concise and well-structured"}
|
| 326 |
- Use bullet_list for unordered items, number_list for sequences
|
| 327 |
+
- Use "table" type for tabular data with "has_header": true/false
|
| 328 |
+
- Use "image_placeholder" to mark where images should be inserted
|
| 329 |
- {"IMPORTANT: For long documents, be concise - summarize repetitive sections" if is_long_doc else "Preserve ALL original content - do not omit information"}
|
| 330 |
+
|
| 331 |
+
TABLE FORMATTING:
|
| 332 |
+
- First row is typically headers (set "has_header": true)
|
| 333 |
+
- Include all rows and columns from source
|
| 334 |
+
- Preserve cell content including numbers, symbols, emojis
|
| 335 |
+
|
| 336 |
+
EMOJI & SYMBOL SUPPORT:
|
| 337 |
+
- Keep ALL emojis exactly as they appear (😊, 🎉, ❤️, etc.)
|
| 338 |
+
- Preserve Unicode symbols (★, ✓, →, •, ©, ®, ™, etc.)
|
| 339 |
+
- Maintain special characters (€, £, ¥, °, ±, etc.)
|
| 340 |
|
| 341 |
DOCUMENT-SPECIFIC GUIDELINES:
|
| 342 |
- **Resume/CV**: Name (h1), Contact (center paragraph), Summary, Skills, Experience, Education, Certifications
|
| 343 |
- **Cover Letter**: Your Info, Date, Recipient Info, Salutation, Body, Closing
|
| 344 |
+
- **Report/Article**: Title (h1), Abstract, Introduction, Body Sections (h2), Tables, Figures, Conclusion
|
| 345 |
- **Essay**: Title (h1, center), Author, Body paragraphs
|
| 346 |
+
- **Notes/General**: Logical headings, preserve lists, tables, and special formatting
|
| 347 |
|
| 348 |
IMPORTANT:
|
| 349 |
- Return COMPLETE, VALID JSON only
|
| 350 |
- Ensure all strings are properly closed with quotes
|
| 351 |
+
- Escape special JSON characters properly
|
| 352 |
- Ensure all brackets and braces are balanced
|
| 353 |
- No trailing commas
|
| 354 |
- No markdown fences
|
|
|
|
| 364 |
}
|
| 365 |
}
|
| 366 |
|
| 367 |
+
# Try each API key in sequence
|
| 368 |
last_error = None
|
| 369 |
for idx, api_key in enumerate(GEMINI_API_KEYS):
|
| 370 |
try:
|
|
|
|
| 376 |
timeout=240
|
| 377 |
)
|
| 378 |
|
|
|
|
| 379 |
if res.status_code == 429:
|
| 380 |
print(f"API key #{idx + 1} rate limited, trying next...")
|
| 381 |
last_error = "Rate limit exceeded"
|
|
|
|
| 389 |
res.raise_for_status()
|
| 390 |
resp_json = res.json()
|
| 391 |
|
|
|
|
| 392 |
content = resp_json["candidates"][0]["content"]["parts"][0]["text"]
|
| 393 |
|
|
|
|
| 394 |
if not content.rstrip().endswith("}") and not content.rstrip().endswith("]"):
|
| 395 |
content = repair_truncated_json(content)
|
| 396 |
|
|
|
|
| 412 |
last_error = str(e)
|
| 413 |
continue
|
| 414 |
|
|
|
|
| 415 |
return json.dumps({
|
| 416 |
"error": f"All {len(GEMINI_API_KEYS)} API keys failed. Last error: {last_error}"
|
| 417 |
})
|
| 418 |
|
| 419 |
|
| 420 |
# -------------------------
|
| 421 |
+
# Advanced DOCX builder (ENHANCED with tables, images, emojis)
|
| 422 |
# -------------------------
|
| 423 |
+
def build_docx_from_design(layout_json_text: str, extracted_data: Dict = None) -> bytes:
|
| 424 |
"""
|
| 425 |
+
Enhanced: Now supports tables, images, emojis, and Unicode symbols.
|
|
|
|
| 426 |
"""
|
| 427 |
cleaned = clean_gemini_json(layout_json_text)
|
| 428 |
|
|
|
|
| 429 |
if not cleaned.rstrip().endswith('}'):
|
| 430 |
cleaned = repair_truncated_json(cleaned)
|
| 431 |
|
| 432 |
try:
|
| 433 |
data = json.loads(cleaned)
|
| 434 |
except json.JSONDecodeError as e:
|
|
|
|
| 435 |
try:
|
|
|
|
| 436 |
last_valid = cleaned.rfind('}')
|
| 437 |
if last_valid != -1:
|
|
|
|
| 438 |
test_json = cleaned[:last_valid + 1] + ']}'
|
| 439 |
data = json.loads(test_json)
|
| 440 |
else:
|
|
|
|
| 453 |
sec.left_margin = Inches(0.7)
|
| 454 |
sec.right_margin = Inches(0.7)
|
| 455 |
|
| 456 |
+
# Default font (supports Unicode)
|
| 457 |
try:
|
| 458 |
style = doc.styles["Normal"]
|
| 459 |
style.font.name = "Calibri"
|
|
|
|
| 483 |
p.alignment = WD_ALIGN_PARAGRAPH.LEFT
|
| 484 |
return p
|
| 485 |
|
| 486 |
+
# Track image usage
|
| 487 |
+
image_counter = 0
|
| 488 |
+
|
| 489 |
for block in data.get("document", []):
|
| 490 |
btype = block.get("type", "").lower()
|
| 491 |
|
|
|
|
| 521 |
rows = block.get("rows", []) or []
|
| 522 |
if not rows:
|
| 523 |
continue
|
| 524 |
+
|
| 525 |
+
cols = len(rows[0]) if rows else 0
|
| 526 |
+
if cols == 0:
|
| 527 |
+
continue
|
| 528 |
+
|
| 529 |
table = doc.add_table(rows=len(rows), cols=cols)
|
| 530 |
table.style = "Table Grid"
|
| 531 |
+
|
| 532 |
+
has_header = block.get("has_header", True)
|
| 533 |
+
|
| 534 |
for r_idx, row in enumerate(rows):
|
| 535 |
for c_idx, cell in enumerate(row):
|
| 536 |
if isinstance(cell, dict):
|
| 537 |
text = str(cell.get("text", ""))
|
|
|
|
| 538 |
else:
|
| 539 |
text = str(cell)
|
| 540 |
+
|
| 541 |
cell_obj = table.rows[r_idx].cells[c_idx]
|
| 542 |
cell_obj.text = text
|
| 543 |
+
|
| 544 |
+
# Bold header row
|
| 545 |
+
if has_header and r_idx == 0:
|
| 546 |
for p in cell_obj.paragraphs:
|
| 547 |
for run in p.runs:
|
| 548 |
run.bold = True
|
| 549 |
|
| 550 |
+
elif btype == "image_placeholder" or btype == "image":
|
| 551 |
+
# Insert image from extracted data
|
| 552 |
+
if extracted_data and extracted_data.get("images"):
|
| 553 |
+
if image_counter < len(extracted_data["images"]):
|
| 554 |
+
try:
|
| 555 |
+
img_data = extracted_data["images"][image_counter]
|
| 556 |
+
image_bytes = base64.b64decode(img_data["data"])
|
| 557 |
+
image_stream = io.BytesIO(image_bytes)
|
| 558 |
+
|
| 559 |
+
# Create paragraph for image
|
| 560 |
+
p = doc.add_paragraph()
|
| 561 |
+
align = block.get("position", "center")
|
| 562 |
+
if align == "center":
|
| 563 |
+
p.alignment = WD_ALIGN_PARAGRAPH.CENTER
|
| 564 |
+
elif align == "right":
|
| 565 |
+
p.alignment = WD_ALIGN_PARAGRAPH.RIGHT
|
| 566 |
+
else:
|
| 567 |
+
p.alignment = WD_ALIGN_PARAGRAPH.LEFT
|
| 568 |
+
|
| 569 |
+
# Add image
|
| 570 |
+
run = p.add_run()
|
| 571 |
+
run.add_picture(image_stream, width=Inches(4))
|
| 572 |
+
|
| 573 |
+
# Add caption if provided
|
| 574 |
+
caption = block.get("caption", "")
|
| 575 |
+
if caption:
|
| 576 |
+
cap_para = doc.add_paragraph(caption)
|
| 577 |
+
cap_para.alignment = p.alignment
|
| 578 |
+
for run in cap_para.runs:
|
| 579 |
+
run.font.size = Pt(9)
|
| 580 |
+
run.font.italic = True
|
| 581 |
+
|
| 582 |
+
image_counter += 1
|
| 583 |
+
except Exception as e:
|
| 584 |
+
print(f"Failed to insert image: {e}")
|
| 585 |
+
# Add placeholder text
|
| 586 |
+
doc.add_paragraph(f"[Image: {block.get('caption', 'Figure')}]")
|
| 587 |
+
else:
|
| 588 |
+
# No image data available, add placeholder
|
| 589 |
+
doc.add_paragraph(f"[Image: {block.get('caption', 'Figure')}]")
|
| 590 |
+
|
| 591 |
elif btype == "page_break":
|
| 592 |
doc.add_page_break()
|
| 593 |
|
|
|
|
| 623 |
# -------------------------
|
| 624 |
@app.post("/extract")
|
| 625 |
async def route_extract(file: UploadFile = File(...)):
|
| 626 |
+
"""Extract plain text, tables, and images from uploaded document."""
|
| 627 |
try:
|
| 628 |
fb = await file.read()
|
| 629 |
kind = detect_file_type(file.filename)
|
| 630 |
+
text, extracted_data = extract_text_and_layout(fb, kind)
|
| 631 |
+
return {
|
| 632 |
+
"text": text,
|
| 633 |
+
"tables_count": len(extracted_data.get("tables", [])),
|
| 634 |
+
"images_count": len(extracted_data.get("images", []))
|
| 635 |
+
}
|
| 636 |
except Exception as e:
|
| 637 |
traceback.print_exc()
|
| 638 |
return JSONResponse({"error": str(e)}, status_code=500)
|
|
|
|
| 645 |
prompt: str = ""
|
| 646 |
):
|
| 647 |
"""
|
| 648 |
+
Enhanced document processor with table, image, and emoji support.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 649 |
"""
|
| 650 |
try:
|
| 651 |
fb = await file.read()
|
| 652 |
kind = detect_file_type(file.filename)
|
| 653 |
+
text, extracted_data = extract_text_and_layout(fb, kind)
|
| 654 |
|
| 655 |
if not text.strip():
|
| 656 |
return JSONResponse({"error": "No text extracted from document"}, status_code=400)
|
| 657 |
|
| 658 |
+
# Enhanced: Pass extracted data to Gemini
|
| 659 |
+
raw = enhance_text_with_gemini(text, doc_type, prompt, extracted_data)
|
| 660 |
cleaned = clean_gemini_json(raw)
|
| 661 |
|
|
|
|
| 662 |
try:
|
| 663 |
test_parse = json.loads(cleaned)
|
| 664 |
if "error" in test_parse:
|
|
|
|
| 666 |
except:
|
| 667 |
pass
|
| 668 |
|
| 669 |
+
# Enhanced: Pass extracted data to DOCX builder
|
| 670 |
+
docx_bytes = build_docx_from_design(cleaned, extracted_data)
|
| 671 |
|
|
|
|
| 672 |
safe_filename = sanitize_filename(f"Enhanced_{file.filename or 'document.docx'}")
|
| 673 |
|
| 674 |
return StreamingResponse(
|
|
|
|
| 693 |
prompt: str = ""
|
| 694 |
):
|
| 695 |
"""
|
| 696 |
+
Preview with table and image information.
|
|
|
|
| 697 |
"""
|
| 698 |
try:
|
| 699 |
fb = await file.read()
|
| 700 |
kind = detect_file_type(file.filename)
|
| 701 |
+
text, extracted_data = extract_text_and_layout(fb, kind)
|
| 702 |
|
| 703 |
if not text.strip():
|
| 704 |
return JSONResponse({"error": "No text extracted"}, status_code=400)
|
| 705 |
|
| 706 |
+
raw = enhance_text_with_gemini(text, doc_type, prompt, extracted_data)
|
| 707 |
cleaned = clean_gemini_json(raw)
|
| 708 |
|
| 709 |
+
return {
|
| 710 |
+
"layout_json": json.loads(cleaned),
|
| 711 |
+
"extracted_data": {
|
| 712 |
+
"tables_count": len(extracted_data.get("tables", [])),
|
| 713 |
+
"images_count": len(extracted_data.get("images", []))
|
| 714 |
+
}
|
| 715 |
+
}
|
| 716 |
except Exception as e:
|
| 717 |
traceback.print_exc()
|
| 718 |
return JSONResponse({"error": str(e)}, status_code=500)
|
|
|
|
| 724 |
doc_type: str = "auto",
|
| 725 |
prompt: str = ""
|
| 726 |
):
|
| 727 |
+
"""Legacy endpoint with enhanced features."""
|
|
|
|
|
|
|
| 728 |
try:
|
| 729 |
fb = await file.read()
|
| 730 |
kind = detect_file_type(file.filename)
|
| 731 |
+
text, extracted_data = extract_text_and_layout(fb, kind)
|
| 732 |
|
| 733 |
if not text.strip():
|
| 734 |
return JSONResponse({"error": "No text extracted"}, status_code=400)
|
| 735 |
|
| 736 |
+
raw = enhance_text_with_gemini(text, doc_type, prompt, extracted_data)
|
| 737 |
cleaned = clean_gemini_json(raw)
|
| 738 |
+
docx_bytes = build_docx_from_design(cleaned, extracted_data)
|
| 739 |
|
| 740 |
safe_filename = sanitize_filename(f"Professional_{file.filename or 'document.docx'}")
|
| 741 |
|
|
|
|
| 759 |
doc_type: str = "auto",
|
| 760 |
prompt: str = ""
|
| 761 |
):
|
| 762 |
+
"""Full pipeline with enhanced features."""
|
|
|
|
|
|
|
|
|
|
| 763 |
try:
|
| 764 |
fb = await file.read()
|
| 765 |
kind = detect_file_type(file.filename)
|
| 766 |
+
text, extracted_data = extract_text_and_layout(fb, kind)
|
| 767 |
|
| 768 |
if not text.strip():
|
| 769 |
return JSONResponse({"error": "No text extracted"}, status_code=400)
|
| 770 |
|
| 771 |
+
raw = enhance_text_with_gemini(text, doc_type, prompt, extracted_data)
|
| 772 |
cleaned = clean_gemini_json(raw)
|
| 773 |
+
docx_bytes = build_docx_from_design(cleaned, extracted_data)
|
| 774 |
|
| 775 |
safe_filename = sanitize_filename(f"Enhanced_{file.filename or 'document.docx'}")
|
| 776 |
|
|
|
|
| 791 |
@app.post("/add-signature")
|
| 792 |
async def route_add_signature(
|
| 793 |
file: UploadFile = File(...),
|
| 794 |
+
signature: str = Form(...),
|
| 795 |
+
position: str = Form("bottom-right"),
|
| 796 |
signer_name: Optional[str] = Form(None)
|
| 797 |
):
|
| 798 |
"""
|
|
|
|
| 825 |
except Exception as e:
|
| 826 |
return JSONResponse({"error": f"Invalid signature image: {str(e)}"}, status_code=400)
|
| 827 |
|
|
|
|
|
|
|
|
|
|
| 828 |
# Add signature at the end of document
|
|
|
|
| 829 |
doc.add_paragraph()
|
| 830 |
|
| 831 |
# Create signature paragraph
|
|
|
|
| 877 |
@app.get("/")
|
| 878 |
def root():
|
| 879 |
return {
|
| 880 |
+
"service": "Universal Document Enhancer v6",
|
| 881 |
"status": "ok",
|
| 882 |
+
"description": "AI-powered document formatter with table, image, emoji, and icon support",
|
| 883 |
"supported_types": ["Resume/CV", "Cover Letter", "Report", "Article", "Essay", "Notes", "Any text document"],
|
| 884 |
+
"new_features": [
|
| 885 |
+
"✓ Table extraction and formatting",
|
| 886 |
+
"✓ Image extraction and insertion",
|
| 887 |
+
"✓ Emoji and Unicode symbol preservation (😊, ★, ✓, →)",
|
| 888 |
+
"✓ Enhanced formatting with icons",
|
| 889 |
+
"✓ Multi-column table support",
|
| 890 |
+
"✓ Image captions and positioning"
|
| 891 |
+
],
|
| 892 |
"endpoints": {
|
| 893 |
+
"/extract": "Extract text, tables, and images from document",
|
| 894 |
+
"/enhance": "Full pipeline: extract + AI enhancement + DOCX with tables/images (RECOMMENDED)",
|
| 895 |
"/add-signature": "Add signature to existing DOCX file",
|
| 896 |
+
"/preview": "Preview JSON layout with table/image counts",
|
| 897 |
"/design": "Same as /enhance (legacy)",
|
| 898 |
"/full": "Same as /enhance (legacy)"
|
| 899 |
},
|
| 900 |
"usage": {
|
| 901 |
"basic": "POST /enhance with file upload",
|
| 902 |
+
"with_prompt": "POST /enhance?prompt=your_instructions&doc_type=auto",
|
| 903 |
+
"supported_content": [
|
| 904 |
+
"Text with emojis (😊🎉❤️)",
|
| 905 |
+
"Unicode symbols (★✓→•©®™)",
|
| 906 |
+
"Special chars (€£¥°±)",
|
| 907 |
+
"Tables (with headers)",
|
| 908 |
+
"Images (inline)",
|
| 909 |
+
"Lists (bullet/numbered)",
|
| 910 |
+
"Headers and formatting"
|
| 911 |
+
]
|
| 912 |
}
|
| 913 |
}
|
| 914 |
|
|
|
|
| 918 |
return {
|
| 919 |
"status": "healthy",
|
| 920 |
"api_keys_configured": len(GEMINI_API_KEYS),
|
| 921 |
+
"version": "6.0 - Enhanced with Tables, Images, Emojis & Icons",
|
| 922 |
+
"features": {
|
| 923 |
+
"tables": "✓ Supported",
|
| 924 |
+
"images": "✓ Supported",
|
| 925 |
+
"emojis": "✓ Supported",
|
| 926 |
+
"unicode": "✓ Supported",
|
| 927 |
+
"multi_api_keys": f"✓ {len(GEMINI_API_KEYS)} keys configured"
|
| 928 |
+
}
|
| 929 |
+
}
|
| 930 |
+
|
| 931 |
+
|
| 932 |
+
if __name__ == "__main__":
|
| 933 |
+
import uvicorn
|
| 934 |
+
uvicorn.run(app, host="0.0.0.0", port=7860)
|